{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 1、使用matplotlib完成折线图，散点图，条形图，直方图，饼状图绘制",
   "id": "cb27fd808d2831c7"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "b742430661079cc8"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T08:56:11.036382Z",
     "start_time": "2025-01-08T08:56:10.233132Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 导入模块\n",
    "import matplotlib.pyplot as plt"
   ],
   "id": "d43c39101592cbac",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T08:56:52.851671Z",
     "start_time": "2025-01-08T08:56:52.749189Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置,取1到7（左闭右开）\n",
    "y = [17, 17, 18, 15, 11, 11, 13]  #列表元素个数与x对应\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "894058628f2cd96c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置折线图的颜色、透明度、线宽、线型",
   "id": "c816d3f4f196b5a2"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "3f1e6b950720316c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T08:59:22.418654Z",
     "start_time": "2025-01-08T08:59:22.371031Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='red',alpha=0.6,linestyle='--',linewidth=3)   #color是折线的颜色，alpha是折线颜色透明度（取0到1），linestyle是折线样式（线型），linewideth是折线的宽度（粗细，线宽）\n",
    "plt.show()"
   ],
   "id": "636c3db1b781674a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T09:00:23.084853Z",
     "start_time": "2025-01-08T09:00:23.027992Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#折点样式\n",
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o')  #marker=0设置成折点样式\n",
    "plt.show()"
   ],
   "id": "e1d4d61d702939a2",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置的图片的大小和保存",
   "id": "bdbb3efa0ae65afa"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T09:04:04.373531Z",
     "start_time": "2025-01-08T09:04:04.286630Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random     #导入模块\n",
    "x = range(2,26,2) # x轴的位置，2，4，6，8、、、24\n",
    "y = [random.randint(15, 30) for i in x]    #对于x里的每个数，设置一个y值随机为15到30范围内的值\n",
    "#设置画布\n",
    "plt.figure(figsize=(20,8),dpi=80)    #设置画布大小，分辨率\n",
    "plt.plot(x,y)\n",
    "plt.savefig('t1.png') #保存图片，后缀不同格式不同\n",
    "# plt.savefig('t1.svg') #保存矢量图"
   ],
   "id": "662f2fa4ae4890df",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制x轴和y轴的刻度",
   "id": "9ebedc677f049e56"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T09:07:59.023059Z",
     "start_time": "2025-01-08T09:07:58.947167Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2,26,2) # x轴的位置，同上\n",
    "y = [random.randint(15, 30) for i in x]  #同上\n",
    "plt.figure(figsize=(20,8),dpi=80) #设置画布大小\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [f\"{i}:00\" for i in x] #设置x轴坐标表示函数\n",
    "plt.xticks(x,x_ticks_label,rotation = 45) #rotation = 45 让字旋转45度\n",
    "\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]   #f'{i}'等同于'{}.format(i)，左闭右开所以max（y）+1\n",
    "print(y_ticks_label)\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "ff40ee9d20970453",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['16℃', '17℃', '18℃', '19℃', '20℃', '21℃', '22℃', '23℃', '24℃', '25℃', '26℃', '27℃', '28℃', '29℃', '30℃']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置显示中文",
   "id": "4174531c8c8bc317"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T09:11:58.382605Z",
     "start_time": "2025-01-08T09:11:58.298999Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) \n",
    "plt.plot(x,y)\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\STZHONGS.TTF',size=18)  #\\\\为转义符号，\\会出错，size为字体大小，查看文件名应该点进属性查看文件名\n",
    "plt.xlabel('时间',rotation=30,fontproperties=my_font) #设置x标题\n",
    "plt.ylabel(\"次数\",fontproperties=my_font) #设置y标题\n",
    "\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='red',fontproperties=my_font) #设置总标题\n",
    "plt.show()"
   ],
   "id": "a60e15534095ec35",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 18
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 一图多线",
   "id": "16d7d8a2e9dea170"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T09:16:13.616659Z",
     "start_time": "2025-01-08T09:16:13.528378Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range( 11, 31 )  # # 设置x取值\n",
    "plt.figure( figsize=(20, 8), dpi=80 )  # 设置画布大小\n",
    "plt.plot( x, y1, color='red', label='自己', linestyle='--', linewidth=5, marker='o' )\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置x轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "# my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\STZHONGS.TTF', size=18 )   #前面代码运行过这句可删\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "\n",
    "plt.grid( alpha=0.4 ) # alpha=0.4 设置透明度\n",
    "\n",
    "#  添加图例(注意：只有在这里需要添加prop参数是显示中文，其他的都用fontproperties) # 设置位置loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend( prop=my_font, loc='upper left' )  #loc为图例所在位置，此时为左上角\n",
    "\n",
    "plt.show()"
   ],
   "id": "aaaf611dceb7c452",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 22
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "62997eb5d948193a"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 拓展（一图多个坐标系子图）",
   "id": "7fac44d59fc4bec5"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T09:21:23.976897Z",
     "start_time": "2025-01-08T09:21:23.844658Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "\n",
    "x = np.arange(1, 100)  #划分子图,np.arange自动生成ndarray\n",
    "print(type(x))\n",
    "fig,axes = plt.subplots(2, 2)          #fig,axes=plt.subplots()设置一图多坐标系\n",
    "ax1 = axes[0, 0]       #左上\n",
    "ax2 = axes[0, 1]       #右上\n",
    "ax3 = axes[1, 0]       #左下\n",
    "ax4 = axes[1, 1]       #右下\n",
    "\n",
    "# fig=plt.figure(figsize=(20,10),dpi=80)\n",
    "ax1.plot(x, x)  \n",
    "ax2.plot(x, -x)  \n",
    "ax3.plot(x, x ** 2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1, alpha=0.3)  \n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "5630e498c168339a",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 28
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T09:24:17.072557Z",
     "start_time": "2025-01-08T09:24:16.921685Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1, 100)\n",
    "#新建figure对象\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)  #新建子图1\n",
    "ax1 = fig.add_subplot(2, 2, 1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图2\n",
    "ax3 = fig.add_subplot(2, 2, 2)\n",
    "ax3.plot(x, x ** 2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1, alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4 = fig.add_subplot(2, 2, 3)\n",
    "ax4.plot(x, np.log(x))\n",
    "# 新 建 子 图 4\n",
    "ax2 = fig.add_subplot(2, 2, 4)\n",
    "ax2.plot(x, -x)\n",
    "plt.show()\n"
   ],
   "id": "2e0cfb70a4ced6a8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 36
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制散点图\n",
   "id": "e52dc47af6c8945"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T09:28:33.866313Z",
     "start_time": "2025-01-08T09:28:33.788210Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range( 1, 32 )\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter( x, y, label='3月份' )\n",
    "# 调整x轴的刻度\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=10 )    #与上面比，更换字体样式\n",
    "\n",
    "_xticks_labels = ['3月{}日'.format( i ) for i in x]\n",
    "\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 ) #[::3]切片，每三个取一个值，x切片与xtick_labels的切片要相同\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "plt.grid( alpha=0.4 )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "id": "b90a854d834a6398",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 37
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制条形图\n",
   "id": "9de196a52fc542d2"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T09:36:16.623114Z",
     "start_time": "2025-01-08T09:36:16.559985Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# my_font =  font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) # 设置画布大小\n",
    "\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3  条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r') # 绘制条形图\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45) # 设置x轴的标签\n",
    "for rect in rects:\n",
    "    height = rect.get_height() # 获取条形的高度\n",
    "    plt.text(rect.get_x()+rect.get_width()/2,height+0.5,'%.2f'%height,ha='center',va='bottom',fontproperties=my_font) # 设置条形的数值,ha为数值和坐标对齐，va为数值底部和条形的对齐，第一个数值为文本所在位置是条形宽度的一半加上x坐标的长度，第二个为高度加上0.5避免数值被条形盖住，第三个为数值文本\n",
    "\n",
    "plt.show()"
   ],
   "id": "c90600257f311840",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 45
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "1515a9e271ba7ca9"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 直方图   ",
   "id": "c98842645e3ce004"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T09:38:52.674681Z",
     "start_time": "2025-01-08T09:38:52.670309Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131,   98,    125,   131,   124,   139,   131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "119,   128,   121,   142,   127,   130,   124, 101, 110, 116, 117, 110, 128, 128, 115,   99,\n",
    "136,   126,   134,   95,    138,   117,   111,78, 132, 124, 113, 150, 110, 117,  86,    95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101,   99, 136,123,\n",
    "117,   119,   105,   137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120,  107,   129, 116,\n",
    "108,   132,   103,   136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121,  112,   139, 125,\n",
    "138,   109,   132,   134,156, 106, 117, 127, 144, 139, 139, 119, 140,   83,    110,   102,123,\n",
    "107,   143,   115,   136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112,  114,   122, 109,\n",
    "106,   123,   116,   131,   127, 115, 118, 112, 135,115,   146,   137,   116,   103,   144,   83,    123,\n",
    "111,   110,   111,   100,   154,136, 100, 118, 119, 133,   134,   106,   129,   126,   110,   111,   109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130,   141, 117, 106, 114, 121, 114, 133, 137,    92,121,    112,   146,   97,    137, 105,  98,\n",
    "117,   112,   81,    97, 139, 113,134, 106, 144, 110, 137,  137,   111,   104,   117, 100, 111,\n",
    "101,   110,105, 129, 137, 112, 120, 113, 133, 112,    83,    94,    146,   133,   101,131, 116,\n",
    "111,   84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]"
   ],
   "id": "7023831a98be94ee",
   "outputs": [],
   "execution_count": 46
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-08T09:38:57.215323Z",
     "start_time": "2025-01-08T09:38:56.987608Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.figure(figsize=(20, 8), dpi=100) # 3）绘制直方图\n",
    "print(max(time),min(time))\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    "\n",
    "# 修改x轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "plt.yticks(range(0, 20, 1))\n",
    "\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "9ca44a7e737d3c91",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 47
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 饼图",
   "id": "f1bc937db7dba0b0"
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]    # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]   # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# plt.pie(size, labels=label_list, colors=color, explode=explode, autopct='%1.1f%%', shadow=True, startangle=140)\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=90, pctdistance=0.5)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "473b5e5ed013ccf7"
  }
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